{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from concurrent.futures import ProcessPoolExecutor\n",
    "from pathlib import Path\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "\n",
    "from lhotse import CutSet, Fbank, LilcomFilesWriter\n",
    "from lhotse.augmentation import SoxEffectTransform, RandomValue, pitch, reverb, speed\n",
    "from lhotse.dataset import K2SpeechRecognitionDataset\n",
    "from lhotse.dataset.sampling import SingleCutSampler\n",
    "from lhotse.recipes.librispeech import download_librispeech, prepare_librispeech"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Select data parts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "mini_librispeech = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "if mini_librispeech:\n",
    "    dataset_parts = 'mini_librispeech'\n",
    "    dev_set = 'dev-clean-2'\n",
    "    train_set = 'train-clean-5'\n",
    "else:\n",
    "    dataset_parts = ('dev-clean', 'test-clean', 'train-clean-100')\n",
    "    dev_set = 'dev-clean'\n",
    "    train_set = 'train-clean-100'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Settings for paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "root_dir = Path('data')\n",
    "corpus_dir = root_dir / 'LibriSpeech'\n",
    "output_dir = root_dir / 'librispeech_nb'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Download and untar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "download_librispeech(root_dir, dataset_parts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prepare audio and supervision manifests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_jobs = os.cpu_count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "librispeech_manifests = prepare_librispeech(corpus_dir, dataset_parts, output_dir, num_jobs=num_jobs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# [Optional] Data augmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "use_data_augmentation = False\n",
    "augment_fn = SoxEffectTransform(effects=[\n",
    "   ['reverb', 50, 50, RandomValue(0, 100)],\n",
    "   ['remix', '-'],  # Merge all channels (reverb changes mono to stereo)\n",
    "   ['rate', 16000],\n",
    "]) if use_data_augmentation else None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extract features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "for partition, manifests in librispeech_manifests.items():\n",
    "    manifest_path = output_dir / f'cuts_{partition}.json.gz'\n",
    "    if not manifest_path.is_file():\n",
    "        with ProcessPoolExecutor(num_jobs) as ex:\n",
    "            cut_set = CutSet.from_manifests(\n",
    "                recordings=manifests['recordings'],\n",
    "                supervisions=manifests['supervisions']\n",
    "            )\n",
    "            if use_data_augmentation:\n",
    "                cut_set = cut_set + cut_set.perturb_speed(0.9) + cut_set.perturb_speed(1.1)\n",
    "            cut_set = cut_set.compute_and_store_features(\n",
    "                extractor=Fbank(),\n",
    "                storage_path=f'{output_dir}/feats_{partition}',\n",
    "                storage_type=LilcomFilesWriter,\n",
    "                augment_fn=augment_fn,\n",
    "                num_jobs=num_jobs,\n",
    "                executor=ex\n",
    "            )\n",
    "        librispeech_manifests[partition]['cuts'] = cut_set\n",
    "        cut_set.to_json(manifest_path)\n",
    "    librispeech_manifests[partition] = CutSet.from_json(manifest_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Make PyTorch Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_dev = K2SpeechRecognitionDataset(librispeech_manifests[dev_set])\n",
    "dataset_train = K2SpeechRecognitionDataset(librispeech_manifests[train_set])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Illustration of an example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sampler = SingleCutSampler(dataset_dev.cuts, shuffle=False, max_cuts=4)\n",
    "cut_ids = next(iter(sampler))\n",
    "sample = dataset_dev[cut_ids]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Transcript: I'M HERE BECAUSE THE MATTER IS OF UTMOST IMPORTANCE AND BRANDD IS THE ONE I MUST SEE NOW STAND ASIDE\n",
      "Supervisions start frame: 0\n",
      "Supervisions frame number: 774\n",
      "Feature matrix:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('Transcript:', sample['supervisions']['text'][0])\n",
    "print('Supervisions start frame:', int(sample['supervisions']['start_frame'][0]))\n",
    "print('Supervisions frame number:', int(sample['supervisions']['num_frames'][0]))\n",
    "print('Feature matrix:')\n",
    "plt.matshow(sample['inputs'][0].transpose(0, 1).flip(0));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Make PyTorch Dataloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "dev_dl = torch.utils.data.DataLoader(dataset_dev, batch_size=None, sampler=sampler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "inputs - shape or length: torch.Size([4, 774, 40])\n",
      "supervisions - shape or length: 4\n"
     ]
    }
   ],
   "source": [
    "for batch in dev_dl:\n",
    "    for key, value in batch.items():\n",
    "        print(key, '- shape or length:', end=' ')\n",
    "        if isinstance(value, torch.Tensor):\n",
    "            print(value.shape)\n",
    "        else:\n",
    "            print(len(value))\n",
    "    break"
   ]
  }
 ],
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